Introduction

There has been tremendous growth in the area of undergraduate biology research over the last fifteen years. This study attempts to summarize and analyze the progress of this growth for the journal of CBE-LSE.

Summary of initial data set

## 
## Converting your wos collection into a bibliographic dataframe
## 
## 
## Warning:
## In your file, some mandatory metadata are missing. Bibliometrix functions may not work properly!
## 
## Please, take a look at the vignettes:
## - 'Data Importing and Converting' (https://www.bibliometrix.org/vignettes/Data-Importing-and-Converting.html)
## - 'A brief introduction to bibliometrix' (https://www.bibliometrix.org/vignettes/Introduction_to_bibliometrix.html)
## 
## 
## Missing fields:  DE 
## Done!
## 
## 
## Generating affiliation field tag AU_UN from C1:  Done!

After the results are processed, they are stored as data tables for information reporting.

## 
## 
## MAIN INFORMATION ABOUT DATA
## 
##  Timespan                              2008 : 2022 
##  Sources (Journals, Books, etc)        1 
##  Documents                             1072 
##  Annual Growth Rate %                  -1.83 
##  Document Average Age                  7.54 
##  Average citations per doc             20.3 
##  Average citations per year per doc    2.23 
##  References                            26262 
##  
## DOCUMENT TYPES                     
##  article                 920 
##  bibliography            1 
##  book review             1 
##  correction              22 
##  editorial material      90 
##  letter                  33 
##  review                  5 
##  
## DOCUMENT CONTENTS
##  Keywords Plus (ID)                    1302 
##  Author's Keywords (DE)                0 
##  
## AUTHORS
##  Authors                               3187 
##  Author Appearances                    4746 
##  Authors of single-authored docs       93 
##  
## AUTHORS COLLABORATION
##  Single-authored docs                  157 
##  Documents per Author                  0.336 
##  Co-Authors per Doc                    4.43 
##  International co-authorships %        4.571 
##  
## 
## Annual Scientific Production
## 
##  Year    Articles
##     2008       57
##     2009       43
##     2010       73
##     2011       45
##     2012       53
##     2013       82
##     2014       78
##     2015       60
##     2016      109
##     2017       89
##     2018       94
##     2019       85
##     2020       86
##     2021       74
##     2022       44
## 
## Annual Percentage Growth Rate -1.83 
## 
## 
## Most Productive Authors
## 
##    Authors        Articles Authors        Articles Fractionalized
## 1     BROWNELL SE       36    TANNER KD                     14.79
## 2     TANNER KD         34    DOLAN EL                      12.34
## 3     DOLAN EL          28    ALLEN D                       12.31
## 4     KNIGHT JK         26    EDDY SL                       11.17
## 5     EDDY SL           21    STARK LA                      10.29
## 6     SMITH MK          21    DOLAN E                        9.00
## 7     COOPER KM         19    BROWNELL SE                    8.57
## 8     ALLEN D           15    HOOPES LLM                     7.03
## 9     HOOPES LLM        15    KNIGHT JK                      6.94
## 10    STARK LA          15    GOUVEA JS                      5.33
## 
## 
## Top manuscripts per citations
## 
##            Paper                             DOI  TC TCperYear   NTC
## 1  AUCHINCLOSS LC, 2014,  10.1187/cbe.14-01-0004 444      44.4 11.06
## 2  JENSEN JL, 2015,       10.1187/cbe.14-08-0129 335      37.2  8.41
## 3  CROWE A, 2008,         10.1187/cbe.08-05-0024 308      19.2 12.67
## 4  ARMBRUSTER P, 2009,    10.1187/cbe.09-03-0025 285      19.0 13.80
## 5  BROWNELL SE, 2012,     10.1187/cbe.12-09-0163 269      22.4  8.40
## 6  BANGERA G, 2014,       10.1187/cbe.14-06-0099 265      26.5  6.60
## 7  EDDY SL, 2014,         10.1187/cbe.14-03-0050 245      24.5  6.11
## 8  MAHER JM, 2013,        10.1187/cbe.13-04-0082 219      19.9  8.50
## 9  SMITH MK, 2013,        10.1187/cbe.13-08-0154 216      19.6  8.39
## 10 TANNER KD, 2012,       10.1187/cbe.12-03-0033 214      17.8  6.68
## 
## 
## Corresponding Author's Countries
## 
##        Country Articles    Freq SCP MCP MCP_Ratio
## 1  USA              979 0.93238 947  32    0.0327
## 2  CANADA            23 0.02190  19   4    0.1739
## 3  GERMANY            6 0.00571   5   1    0.1667
## 4  SWEDEN             6 0.00571   2   4    0.6667
## 5  AUSTRALIA          5 0.00476   4   1    0.2000
## 6  NETHERLANDS        5 0.00476   5   0    0.0000
## 7  ISRAEL             3 0.00286   2   1    0.3333
## 8  BRAZIL             2 0.00190   2   0    0.0000
## 9  FRANCE             2 0.00190   1   1    0.5000
## 10 NEW ZEALAND        2 0.00190   1   1    0.5000
## 
## 
## SCP: Single Country Publications
## 
## MCP: Multiple Country Publications
## 
## 
## Total Citations per Country
## 
##      Country      Total Citations Average Article Citations
## 1  USA                      20738                     21.18
## 2  CANADA                     290                     12.61
## 3  SWEDEN                     192                     32.00
## 4  NETHERLANDS                172                     34.40
## 5  AUSTRALIA                   98                     19.60
## 6  CZECH REPUBLIC              41                     41.00
## 7  NORWAY                      33                     16.50
## 8  ISRAEL                      31                     10.33
## 9  GERMANY                     28                      4.67
## 10 CHINA                       21                     21.00
## 
## 
## Most Relevant Sources
## 
##                Sources        Articles
## 1 CBE-LIFE SCIENCES EDUCATION     1072
## % latex table generated in R 4.2.2 by xtable 1.8-4 package
## % Sat Jun 17 14:15:09 2023
## \begin{table}[ht]
## \centering
## \begin{tabular}{rll}
##   \hline
##  & Description & Results \\ 
##   \hline
## 1 & MAIN INFORMATION ABOUT DATA &  \\ 
##   2 & Timespan & 2008:2022 \\ 
##   3 & Sources (Journals, Books, etc) & 1 \\ 
##   4 & Documents & 1072 \\ 
##   5 & Annual Growth Rate \%                  - & 1.83 \\ 
##   6 & Document Average Age & 7.54 \\ 
##   7 & Average citations per doc & 20.3 \\ 
##   8 & Average citations per year per doc & 2.23 \\ 
##   9 & References & 26262 \\ 
##   10 & DOCUMENT TYPES &  \\ 
##   11 & article & 920 \\ 
##   12 & bibliography & 1 \\ 
##   13 & book review & 1 \\ 
##   14 & correction & 22 \\ 
##   15 & editorial material & 90 \\ 
##   16 & letter & 33 \\ 
##   17 & review & 5 \\ 
##   18 & DOCUMENT CONTENTS &  \\ 
##   19 & Keywords Plus (ID) & 1302 \\ 
##   20 & Author's Keywords (DE) & 0 \\ 
##   21 & AUTHORS &  \\ 
##   22 & Authors & 3187 \\ 
##   23 & Author Appearances & 4746 \\ 
##   24 & Authors of single-authored docs & 93 \\ 
##   25 & AUTHORS COLLABORATION &  \\ 
##   26 & Single-authored docs & 157 \\ 
##   27 & Documents per Author & 0.336 \\ 
##   28 & Co-Authors per Doc & 4.43 \\ 
##   29 & International co-authorships \% & 4.571 \\ 
##   30 &  &  \\ 
##    \hline
## \end{tabular}
## \end{table}

Research Questions

Basic overview of the field

Authoring

##    Authors        Articles Authors        Articles Fractionalized
## 1     BROWNELL SE       36    TANNER KD                     14.79
## 2     TANNER KD         34    DOLAN EL                      12.34
## 3     DOLAN EL          28    ALLEN D                       12.31
## 4     KNIGHT JK         26    EDDY SL                       11.17
## 5     EDDY SL           21    STARK LA                      10.29
## 6     SMITH MK          21    DOLAN E                        9.00
## 7     COOPER KM         19    BROWNELL SE                    8.57
## 8     ALLEN D           15    HOOPES LLM                     7.03
## 9     HOOPES LLM        15    KNIGHT JK                      6.94
## 10    STARK LA          15    GOUVEA JS                      5.33
## # A tibble: 3,187 × 2
##    AU              n
##    <chr>       <int>
##  1 BROWNELL SE    36
##  2 TANNER KD      34
##  3 DOLAN EL       28
##  4 KNIGHT JK      26
##  5 EDDY SL        21
##  6 SMITH MK       21
##  7 COOPER KM      19
##  8 ALLEN D        15
##  9 HOOPES LLM     15
## 10 STARK LA       15
## # ℹ 3,177 more rows
##          Author year freq  TC        TCpY
## 1   BROWNELL SE 2012    1 269 22.41666667
## 2   BROWNELL SE 2014    3 470 47.00000000
## 3   BROWNELL SE 2015    2 190 21.11111111
## 4   BROWNELL SE 2016    3 120 15.00000000
## 5   BROWNELL SE 2017    7 176 25.14285714
## 6   BROWNELL SE 2018    3  29  4.83333333
## 7   BROWNELL SE 2019    2  39  7.80000000
## 8   BROWNELL SE 2020    7  98 24.50000000
## 9   BROWNELL SE 2021    5  32 10.66666667
## 10  BROWNELL SE 2022    3   0  0.00000000
## 11    COOPER KM 2016    1  69  8.62500000
## 12    COOPER KM 2017    3  42  6.00000000
## 13    COOPER KM 2018    1   8  1.33333333
## 14    COOPER KM 2019    1  25  5.00000000
## 15    COOPER KM 2020    4  70 17.50000000
## 16    COOPER KM 2021    6  36 12.00000000
## 17    COOPER KM 2022    3   1  0.50000000
## 18     COUCH BA 2015    2  61  6.77777778
## 19     COUCH BA 2016    3  80 10.00000000
## 20     COUCH BA 2017    3  54  7.71428571
## 21     COUCH BA 2018    1  14  2.33333333
## 22     COUCH BA 2019    2  25  5.00000000
## 23     COUCH BA 2020    1  10  2.50000000
## 24     COUCH BA 2021    2  11  3.66666667
## 25     DOLAN EL 2010    2  63  4.50000000
## 26     DOLAN EL 2012    2   8  0.66666667
## 27     DOLAN EL 2013    2   1  0.09090909
## 28     DOLAN EL 2014    3 530 53.00000000
## 29     DOLAN EL 2015    3 282 31.33333333
## 30     DOLAN EL 2016    4 260 32.50000000
## 31     DOLAN EL 2017    4  93 13.28571429
## 32     DOLAN EL 2018    2  76 12.66666667
## 33     DOLAN EL 2019    2  26  5.20000000
## 34     DOLAN EL 2020    2  12  3.00000000
## 35     DOLAN EL 2021    1   0  0.00000000
## 36     DOLAN EL 2022    1   3  1.50000000
## 37      EDDY SL 2014    2 368 36.80000000
## 38      EDDY SL 2015    3 270 30.00000000
## 39      EDDY SL 2016    2  29  3.62500000
## 40      EDDY SL 2017    4  73 10.42857143
## 41      EDDY SL 2018    2  16  2.66666667
## 42      EDDY SL 2019    2   0  0.00000000
## 43      EDDY SL 2020    3   3  0.75000000
## 44      EDDY SL 2021    2   0  0.00000000
## 45      EDDY SL 2022    1   1  0.50000000
## 46    GRAHAM MJ 2015    3 283 31.44444444
## 47    GRAHAM MJ 2016    3 155 19.37500000
## 48    GRAHAM MJ 2018    2  59  9.83333333
## 49    GRAHAM MJ 2019    1  15  3.00000000
## 50    GRAHAM MJ 2020    1   0  0.00000000
## 51    GRAHAM MJ 2021    1   1  0.33333333
## 52    GRAHAM MJ 2022    2   1  0.50000000
## 53    KNIGHT JK 2008    1 171 10.68750000
## 54    KNIGHT JK 2010    2 123  8.78571429
## 55    KNIGHT JK 2011    2 208 16.00000000
## 56    KNIGHT JK 2013    2  66  6.00000000
## 57    KNIGHT JK 2015    3  98 10.88888889
## 58    KNIGHT JK 2016    3  43  5.37500000
## 59    KNIGHT JK 2017    2  33  4.71428571
## 60    KNIGHT JK 2018    3  46  7.66666667
## 61    KNIGHT JK 2019    4  29  5.80000000
## 62    KNIGHT JK 2020    3  27  6.75000000
## 63    KNIGHT JK 2021    1   0  0.00000000
## 64     SMITH MK 2008    1 171 10.68750000
## 65     SMITH MK 2010    1  34  2.42857143
## 66     SMITH MK 2011    3 228 17.53846154
## 67     SMITH MK 2013    2 234 21.27272727
## 68     SMITH MK 2014    2  61  6.10000000
## 69     SMITH MK 2015    1  19  2.11111111
## 70     SMITH MK 2016    2  45  5.62500000
## 71     SMITH MK 2017    1  15  2.14285714
## 72     SMITH MK 2018    2  34  5.66666667
## 73     SMITH MK 2019    3  32  6.40000000
## 74     SMITH MK 2020    2  25  6.25000000
## 75     SMITH MK 2021    1   7  2.33333333
## 76    TANNER KD 2008    1  11  0.68750000
## 77    TANNER KD 2009    2  55  3.66666667
## 78    TANNER KD 2010    1  18  1.28571429
## 79    TANNER KD 2011    3  49  3.76923077
## 80    TANNER KD 2012    4 572 47.66666667
## 81    TANNER KD 2013    3 283 25.72727273
## 82    TANNER KD 2014    1 137 13.70000000
## 83    TANNER KD 2015    3  73  8.11111111
## 84    TANNER KD 2017    4  36  5.14285714
## 85    TANNER KD 2018    2  65 10.83333333
## 86    TANNER KD 2019    2  26  5.20000000
## 87    TANNER KD 2020    4  19  4.75000000
## 88    TANNER KD 2021    3   7  2.33333333
## 89    TANNER KD 2022    1   0  0.00000000
## 90 WENDEROTH MP 2008    1 308 19.25000000
## 91 WENDEROTH MP 2010    1 124  8.85714286
## 92 WENDEROTH MP 2013    1  18  1.63636364
## 93 WENDEROTH MP 2014    2 205 20.50000000
## 94 WENDEROTH MP 2015    2 154 17.11111111
## 95 WENDEROTH MP 2016    1  28  3.50000000
## 96 WENDEROTH MP 2017    1  15  2.14285714
## 97 WENDEROTH MP 2018    1   6  1.00000000
## 98 WENDEROTH MP 2019    1   8  1.60000000
## 99 WENDEROTH MP 2020    1   6  1.50000000
##               
##                2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020 2021 2022
##   BROWNELL SE     0    0    0    0    1    0    3    2    3    7    3    2    7    5    3
##   COOPER KM       0    0    0    0    0    0    0    0    1    3    1    1    4    6    3
##   COUCH BA        0    0    0    0    0    0    0    2    3    3    1    2    1    2    0
##   DOLAN EL        0    0    2    0    2    2    3    3    4    4    2    2    2    1    1
##   EDDY SL         0    0    0    0    0    0    2    3    2    4    2    2    3    2    1
##   GRAHAM MJ       0    0    0    0    0    0    0    3    3    0    2    1    1    1    2
##   KNIGHT JK       1    0    2    2    0    2    0    3    3    2    3    4    3    1    0
##   SMITH MK        1    0    1    3    0    2    2    1    2    1    2    3    2    1    0
##   TANNER KD       1    2    1    3    4    3    1    3    0    4    2    2    4    3    1
##   WENDEROTH MP    1    0    1    0    0    1    2    2    1    1    1    1    1    0    0
##  [1] COOPER KM    COOPER KM    COOPER KM    COOPER KM    COOPER KM    COOPER KM    COOPER KM    EDDY SL     
##  [9] EDDY SL      EDDY SL      EDDY SL      EDDY SL      EDDY SL      EDDY SL      EDDY SL      EDDY SL     
## [17] GRAHAM MJ    GRAHAM MJ    GRAHAM MJ    GRAHAM MJ    GRAHAM MJ    GRAHAM MJ    GRAHAM MJ    WENDEROTH MP
## [25] WENDEROTH MP WENDEROTH MP WENDEROTH MP WENDEROTH MP WENDEROTH MP WENDEROTH MP WENDEROTH MP WENDEROTH MP
## [33] WENDEROTH MP COUCH BA     COUCH BA     COUCH BA     COUCH BA     COUCH BA     COUCH BA     COUCH BA    
## [41] DOLAN EL     DOLAN EL     DOLAN EL     DOLAN EL     DOLAN EL     DOLAN EL     DOLAN EL     DOLAN EL    
## [49] DOLAN EL     DOLAN EL     DOLAN EL     DOLAN EL     SMITH MK     SMITH MK     SMITH MK     SMITH MK    
## [57] SMITH MK     SMITH MK     SMITH MK     SMITH MK     SMITH MK     SMITH MK     SMITH MK     SMITH MK    
## [65] KNIGHT JK    KNIGHT JK    KNIGHT JK    KNIGHT JK    KNIGHT JK    KNIGHT JK    KNIGHT JK    KNIGHT JK   
## [73] KNIGHT JK    KNIGHT JK    KNIGHT JK    TANNER KD    TANNER KD    TANNER KD    TANNER KD    TANNER KD   
## [81] TANNER KD    TANNER KD    TANNER KD    TANNER KD    TANNER KD    TANNER KD    TANNER KD    TANNER KD   
## [89] TANNER KD    BROWNELL SE  BROWNELL SE  BROWNELL SE  BROWNELL SE  BROWNELL SE  BROWNELL SE  BROWNELL SE 
## [97] BROWNELL SE  BROWNELL SE  BROWNELL SE 
## Levels: COOPER KM EDDY SL GRAHAM MJ WENDEROTH MP COUCH BA DOLAN EL SMITH MK KNIGHT JK TANNER KD BROWNELL SE

Institutions

Affiliations around the world

Affiliations in the US

## # A tibble: 229 × 7
##     ...1 AFF...2                          AFF...3                           Freq OPEID Issues                      ...7 
##    <dbl> <chr>                            <chr>                            <dbl> <chr> <chr>                       <chr>
##  1   478 DIV EARTH AND LIFE SCI           DIV EARTH AND LIFE SCI               1 na    DC                          <NA> 
##  2   501 FRANCE.                          FRANCE.                              1 na    ??                          <NA> 
##  3   531 INDIAN INST MANAGEMENT AHMEDABAD INDIAN INST MANAGEMENT AHMEDABAD     1 na    Indian Institute of Manage… India
##  4   563 LIBERAL ARTS AND SCI ACAD        LIBERAL ARTS AND SCI ACAD            1 na    public magnet high school … <NA> 
##  5   571 MARCO POLO TECHNOL               MARCO POLO TECHNOL                   1 na    ??                          <NA> 
##  6   591 MT DESERT ISL BIOL LAB           MT DESERT ISL BIOL LAB               1 na    Mount Desert Island Biolog… Maine
##  7   594 NA                               NA                                   1 na    ??                          <NA> 
##  8   620 OFF COMMUN AND NATL ACAD PRESS   OFF COMMUN AND NATL ACAD PRESS       1 na    ??                          <NA> 
##  9   625 OKLAHOMA MED RES FDN             OKLAHOMA MED RES FDN                 1 na    Oklahoma Medical Research … <NA> 
## 10   637 PRINCE EDWARD CTY HIGH SCH       PRINCE EDWARD CTY HIGH SCH           1 na    Prince Edward County High … Virg…
## # ℹ 219 more rows

## # A tibble: 7,904 × 4
## # Groups:   eligibility, Institution Name [1,043]
##    `Institution Name` name         value eligibility
##    <fct>              <chr>        <fct> <chr>      
##  1 Auburn University  AANAPISI     1     Ineligible 
##  2 Auburn University  AANAPISI F   1     Ineligible 
##  3 Auburn University  ANNH         1     Ineligible 
##  4 Auburn University  ANNH F       1     Ineligible 
##  5 Auburn University  HBCU         2     Ineligible 
##  6 Auburn University  HBCU Masters 2     Ineligible 
##  7 Auburn University  HBGI         2     Ineligible 
##  8 Auburn University  HSI          1     Ineligible 
##  9 Auburn University  HSI STEM     1     Ineligible 
## 10 Auburn University  NASNTI       1     Ineligible 
## # ℹ 7,894 more rows
## # A tibble: 8,576 × 4
## # Groups:   Institution Name, eligibility [1,043]
##    `Institution Name` name         value eligibility
##    <fct>              <chr>        <fct> <chr>      
##  1 Auburn University  AANAPISI     1     Ineligible 
##  2 Auburn University  AANAPISI F   1     Ineligible 
##  3 Auburn University  ANNH         1     Ineligible 
##  4 Auburn University  ANNH F       1     Ineligible 
##  5 Auburn University  HBCU         2     Ineligible 
##  6 Auburn University  HBCU Masters 2     Ineligible 
##  7 Auburn University  HBGI         2     Ineligible 
##  8 Auburn University  HSI          1     Ineligible 
##  9 Auburn University  HSI STEM     1     Ineligible 
## 10 Auburn University  NASNTI       1     Ineligible 
## # ℹ 8,566 more rows
## [1] 0.3967611
## [1] 0.1477733
## 
##   No  Yes 
## 1419 2016

What are the collaborative connections between institutions?

Most cited papers and journals

##                                                                                       [,1]
## FREEMAN S, 2014, P NATL ACAD SCI USA, V111, P8410, DOI 10.1073/PNAS.1319030111         151
## AMERICAN ASSOCIATION FOR THE ADVANCEMENT OF SCIENCE, 2011, VISION CHANGE UNDERG        149
## PRESIDENT'S COUNCIL OF ADVISORS ON SCIENCE AND TECHNOLOGY, 2012, ENGAGE EXCEL PRODUCI  103
## HANDELSMAN J, 2004, SCIENCE, V304, P521, DOI 10.1126/SCIENCE.1096022                    89
## AMERICAN ASSOCIATION FOR THE ADVANCEMENT OF SCIENCE, 2011, VIS CHANG UND BIOL E         86
## CROWE A, 2008, CBE-LIFE SCI EDUC, V7, P368, DOI 10.1187/CBE.08-05-0024                  81
## EDDY SL, 2014, CBE-LIFE SCI EDUC, V13, P453, DOI 10.1187/CBE.14-03-0050                 76
## HAAK DC, 2011, SCIENCE, V332, P1213, DOI 10.1126/SCIENCE.1204820                        74
## SEYMOUR E., 1997, TALKING LEAVING WHY                                                   72
## HAKE RR, 1998, AM J PHYS, V66, P64, DOI 10.1119/1.18809                                 69
## SMITH MK, 2008, CBE-LIFE SCI EDUC, V7, P422, DOI 10.1187/CBE.08-08-0045                 66
## AUCHINCLOSS LC, 2014, CBE-LIFE SCI EDUC, V13, P29, DOI 10.1187/CBE.14-01-0004           65
## KNIGHT JENNIFER K, 2005, CELL BIOL EDUC, V4, P298, DOI 10.1187/05-06-0082               65
## SEYMOUR E, 2004, SCI EDUC, V88, P493, DOI 10.1002/SCE.10131                             64
## RUSSELL SH, 2007, SCIENCE, V316, P548, DOI 10.1126/SCIENCE.1140384                      62
## FREEMAN SCOTT, 2007, CBE LIFE SCI EDUC, V6, P132, DOI 10.1187/CBE.06-09-0194            61
## HENDERSON C, 2011, J RES SCI TEACH, V48, P952, DOI 10.1002/TEA.20439                    59
## LOPATTO DAVID, 2007, CBE LIFE SCI EDUC, V6, P297, DOI 10.1187/CBE.07-06-0039            57
## HUNTER AB, 2007, SCI EDUC, V91, P36, DOI 10.1002/SCE.20173                              56
## BROWNELL SE, 2012, CBE-LIFE SCI EDUC, V11, P339, DOI 10.1187/CBE.12-09-0163             55
##                   [,1]
## CBE-LIFE SCI EDUC  751
## J RES SCI TEACH    506
## SCIENCE            321
## J COLL SCI TEACH   293
## INT J SCI EDUC     266
## J CHEM EDUC        265
## SCI EDUC           265
## J EDUC PSYCHOL     218
## AM BIOL TEACH      187
## NATURE             145

Multiple Correspondence Analysis

## Tab
##      STUDENT       BIOLOG   UNDERGRADU       SCIENC     RESEARCH        LEARN        TEACH         EDUC       EXPERI 
##          361          336          236          222          216          186          167          118           92 
## INTRODUCTORI      DEVELOP         STEM       ASSESS      PROGRAM        MODEL       IMPROV      PRACTIC      ANALYSI 
##           89           85           83           73           58           54           53           53           51 
##        COURS       COLLEG     SCIENTIF    CLASSROOM       EFFECT      CONCEPT      FACULTI 
##           51           50           50           49           49           48           47